{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "60340727",
   "metadata": {},
   "source": [
    "雷达图\n",
    "雷达图是从同一点开始的轴上表示的三个或更多个变量的二维图表的形式显示多变量数据的图形方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5720df91",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3eeb125f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[83 61 95 67 76 88 83]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6,6))\n",
    "\n",
    "#当endpoint=True(默认值)时，生成的数值序列会包含指定的终点值np.linspace(0, 10, 5)  # 生成 [0., 2.5, 5., 7.5, 10.]\n",
    "\n",
    "#当endpoint=False时，生成的数值序列不包含终点值np.linspace(0, 10, 5, endpoint=False)  # 生成 [0., 2., 4., 6., 8.]\n",
    "x = np.linspace(0, 2*np.pi, 6, endpoint=False)\n",
    "y = [83, 61, 95, 67, 76, 88]\n",
    "\n",
    "# 保证首位相连\n",
    "\"\"\"- y[0] 是一个标量值（单个数字）\n",
    "- [y[0]] 将其转换为包含单个元素的列表（1维数组）\n",
    "- np.concatenate() 要求连接的对象必须是相同维度的数组\n",
    "\"\"\"\n",
    "x = np.concatenate((x, [x[0]]))##这样才能连在一起\n",
    "y = np.concatenate((y, [y[0]]))\n",
    "print(y)\n",
    "# 雷达图\n",
    "axes = plt.subplot(111, polar=True)   \n",
    "\n",
    "axes.plot(x, y, 'o-', linewidth=2)  # 连线\n",
    "axes.fill(x, y, alpha=0.3)  # 填充，alph是透明效果\n",
    "\n",
    "# 显示刻度\n",
    "axes.set_rgrids([20, 40, 60, 80], fontsize=14)\n",
    "#plt.savefig('images/5-26.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "026f7e58",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
